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2018

de Melo, Victor Hugo Cunha; Santos, Jesimon Barreto; Junior, Carlos Antonio Caetano; Sena, Jessica; Penatti, Otavio A B; Schwartz, William Robson

Object-based Temporal Segment Relational Network for Activity Recognition Inproceedings

Conference on Graphic, Patterns and Images (SIBGRAPI), pp. 1-8, 2018.

BibTeX | Tags: Activity Recognition, DeepEyes, HAR-HEALTH, Relational Reasoning, Spatial Pyramid

Sena, Jessica; Santos, Jesimon Barreto; Schwartz, William Robson

Multiscale DCNN Ensemble Applied to Human Activity Recognition Based on Wearable Sensors Inproceedings

26th European Signal Processing Conference (EUSIPCO 2018), pp. 1-5, 2018.

Links | BibTeX | Tags: Activity Recognition Based on Wearable Sensors, Deep Learning, DeepEyes, HAR-HEALTH, Human Activity Recognition, Multimodal Data, Wearable Sensors

Gonçalves, Gabriel Resende; Diniz, Matheus Alves; Laroca, Rayson; Menotti, David; Schwartz, William Robson

Real-time Automatic License Plate Recognition Through Deep Multi-Task Networks Inproceedings

Conference on Graphic, Patterns and Images (SIBGRAPI), pp. 1-8, 2018.

Links | BibTeX | Tags: Automatic License Plate Recognition, Deep Learning, DeepEyes, GigaFrames, Multi-Task Learning, Sense-ALPR

Junior, Carlos Antonio Caetano; dos Santos, Jefersson A; Schwartz, William Robson

Statistical Measures from Co-occurrence of Codewords for Action Recognition Inproceedings

VISAPP 2018 - International Conference on Computer Vision Theory and Applications, pp. 1-8, 2018.

Links | BibTeX | Tags: Action Recognition, Activity Recognition, DeepEyes, GigaFrames, Spatiotemporal Features

Jordao, Artur; Kloss, Ricardo Barbosa; Schwartz, William Robson

Latent hypernet: Exploring all Layers from Convolutional Neural Networks Inproceedings

IEEE International Joint Conference on Neural Networks (IJCNN), pp. 1-7, 2018.

Links | BibTeX | Tags: Activity Recognition Based on Wearable Sensors, DeepEyes, GigaFrames, Partial Least Squares, Wearable Sensors

Colque, Rensso Victor Hugo Mora; Junior, Carlos Antonio Caetano; de Melo, Victor Hugo Cunha; Chavez, Guillermo Camara; Schwartz, William Robson

Novel Anomalous Event Detection based on Human-object Interactions Inproceedings

VISAPP 2018 - International Conference on Computer Vision Theory and Applications, pp. 1-8, 2018.

Links | BibTeX | Tags: Anomalous Event Detection, Contextual Information, DeepEyes, GigaFrames, Human-Object Interaction

Bastos, Igor Leonardo Oliveira; de Melo, Victor Hugo Cunha; Gonçalves, Gabriel Resende; Schwartz, William Robson

MORA: A Generative Approach to Extract Spatiotemporal Information Applied to Gesture Recognition Inproceedings

15th International Conference on Advanced Video and Signal-based Surveillance (AVSS), pp. 1-6, 2018.

Links | BibTeX | Tags: Autoencoders, DeepEyes, Gesture Recognition, GigaFrames, Recurrent Models

Kloss, Ricardo Barbosa; Jordao, Artur; Schwartz, William Robson

Boosted Projection An Ensemble of Transformation Models Inproceedings

22nd Iberoamerican Congress on Pattern Recognition (CIARP), pp. 331-338, 2018.

Links | BibTeX | Tags: Computer vision, DeepEyes, Dimensionality Reduction, Ensemble Partial Least Squares, GigaFrames, Machine Learning

Reis, Renan Oliveira; Dias, Igor Henrique; Schwartz, William Robson

Neural network control for active cameras using master-slave setup Inproceedings

International Conference on Advanced Video and Signal-based Surveillance (AVSS), pp. 1-6, 2018.

Links | BibTeX | Tags: Active Camera, DeepEyes, GigaFrames, Neural network control for active cameras using master-slave setup, SMS

Junior, Antonio Carlos Nazare; de Costa, Filipe Oliveira; Schwartz, William Robson

Content-Based Multi-Camera Video Alignment using Accelerometer Data Inproceedings

Advanced Video and Signal Based Surveillance (AVSS), 2018 15th IEEE International Conference on, pp. 1-6, 2018.

Links | BibTeX | Tags: Camera Synchronization, DeepEyes, GigaFrames, SensorCap, Sensors, SMS

Jordao, Artur; Kloss, Ricardo; Yamada, Fernando; Schwartz, William Robson

Pruning Deep Neural Networks using Partial Least Squares Journal Article

ArXiv e-prints, 2018.

Links | BibTeX | Tags: DeepEyes, GigaFrames, Neural Networks Optimization

2017

Bastos, Igor Leonardo Oliveira; Soares, Larissa Rocha; Schwartz, William Robson

Pyramidal Zernike Over Time: A spatiotemporal feature descriptor based on Zernike Moments Inproceedings

Iberoamerican Congress on Pattern Recognition (CIARP 2017), pp. 77-85, 2017.

Links | BibTeX | Tags: Activity Recognition, DeepEyes, Feature Extraction, GigaFrames, Zernike Moments

Colque, Rensso Victor Hugo Mora; Junior, Carlos Antonio Caetano; de Andrade, Matheus Toledo Lustosa; Schwartz, William Robson

Histograms of Optical Flow Orientation and Magnitude and Entropy to Detect Anomalous Events in Videos Journal Article

IEEE Transactions on Circuits and Systems for Video Technology, 27 (3), pp. 673-682, 2017.

Links | BibTeX | Tags: Anomalous Event Detection, DeepEyes, Feature Extraction, GigaFrames

2016

Jordao, Artur; Sena, Jessica; Schwartz, William Robson

A Late Fusion Approach to Combine Multiple Pedestrian Detectors Inproceedings

IAPR International Conference on Pattern Recognition (ICPR), pp. 1-6, 2016.

Links | BibTeX | Tags: DeepEyes, Featured Publication, GigaFrames, Pedestrian Detection

Gonçalves, Gabriel Resende; Menotti, David; Schwartz, William Robson

License Plate Recognition based on Temporal Redundancy Inproceedings

IEEE International Conference on Intelligent Transportation Systems (ITSC), pp. 1-5, 2016.

Links | BibTeX | Tags: Automatic License Plate Recognition, DeepEyes, GigaFrames

Gonçalves, Gabriel Resende; da Silva, Sirlene Pio Gomes; Menotti, David; Schwartz, William Robson

Benchmark for License Plate Character Segmentation Journal Article

Journal of Electronic Imaging, 25 (5), pp. 1-5, 2016, ISBN: 1017-9909.

Links | BibTeX | Tags: Automatic License Plate Recognition, Benchmark, Character Segmentation, DeepEyes, Featured Publication, GigaFrames, Jaccard Coefficient, Novel Dataset, Sense SegPlate

Vareto, Rafael Henrique; de Costa, Filipe Oliveira; Schwartz, William Robson

Face Identification in Large Galleries Inproceedings

Workshop on Face Processing Applications, pp. 1-4, 2016.

Links | BibTeX | Tags: DeepEyes, Face Identification, Face Recognition, GigaFrames, VER+

de Prates, Raphael Felipe Carvalho; Oliveira, Marina Santos; Schwartz, William Robson

Kernel Partial Least Squares for Person Re-Identification Inproceedings

IEEE International Conference on Advanced Video and Signal-Based Surveillance (AVSS), 2016.

Abstract | Links | BibTeX | Tags: DeepEyes, Featured Publication, GigaFrames, HAR-HEALTH, Kernel Partial Least Squares, Kernel Partial Least Squares for Person Re-Identification, Person Re-Identification

Jordao, Artur; Schwartz, William Robson

Oblique Random Forest based on Partial Least Squares Applied to Pedestrian Detection Inproceedings

IEEE International Conference on Image Processing (ICIP), pp. 2931-2935, 2016.

Links | BibTeX | Tags: DeepEyes, Pedestrian Detection, VER+

Goncalves, Gabriel Resende

License Plate Recognition based on Temporal Redundancy Masters Thesis

Federal University of Minas Gerais, 2016.

Abstract | Links | BibTeX | Tags: Automatic License Plate Recognition, DeepEyes, GigaFrames

Jordao, Artur

The Good, the Fast and the Better Pedestrian Detector Masters Thesis

Federal University of Minas Gerais, 2016.

Abstract | Links | BibTeX | Tags: DeepEyes, DET, GigaFrames, Pedestrian Detection, VER+

Dutra, Cristianne Rodrigues Santos

Técnicas Otimizadas para Reidentificaçâo de Pessoas Masters Thesis

Federal University of Minas Gerais, 2016.

Links | BibTeX | Tags: DeepEyes, GigaFrames, Person Re-Identification, VER+

2015

dos Junior, Cassio Elias Santos

Partial Least Squares for Face Hashing Masters Thesis

Federal University of Minas Gerais, 2015.

Abstract | Links | BibTeX | Tags: DeepEyes, Face Identification, Face Recognition, GigaFrames, Indexing Structure, Local Sensitive Hashing, Partial Least Squares, VER+

Menotti, D; Chiachia, G; Pinto, A; Schwartz, William Robson; Pedrini, H; Falcao, Xavier A; Rocha, A

Deep Representations for Iris, Face, and Fingerprint Spoofing Detection Journal Article

Information Forensics and Security, IEEE Transactions on, 10 (4), pp. 864-879, 2015, ISSN: 1556-6013.

Links | BibTeX | Tags: Deep Learning, DeepEyes, DET, SmartView, Spoofing Detection

Pinto, A; Schwartz, William Robson; Pedrini, H; Rocha, De Rezende A

Using Visual Rhythms for Detecting Video-Based Facial Spoof Attacks Journal Article

Information Forensics and Security, IEEE Transactions on, 10 (5), pp. 1025-1038, 2015, ISSN: 1556-6013.

Links | BibTeX | Tags: DeepEyes, Spoofing Detection

Show all

2018

Victor Hugo Cunha de Melo; Jesimon Barreto Santos; Carlos Antonio Caetano Junior; Jessica Sena; Otavio A B Penatti; William Robson Schwartz

Object-based Temporal Segment Relational Network for Activity Recognition Inproceedings

Conference on Graphic, Patterns and Images (SIBGRAPI), pp. 1-8, 2018.

BibTeX | Tags: Activity Recognition, DeepEyes, HAR-HEALTH, Relational Reasoning, Spatial Pyramid

Jessica Sena; Jesimon Barreto Santos; William Robson Schwartz

Multiscale DCNN Ensemble Applied to Human Activity Recognition Based on Wearable Sensors Inproceedings

26th European Signal Processing Conference (EUSIPCO 2018), pp. 1-5, 2018.

Links | BibTeX | Tags: Activity Recognition Based on Wearable Sensors, Deep Learning, DeepEyes, HAR-HEALTH, Human Activity Recognition, Multimodal Data, Wearable Sensors

Gabriel Resende Gonçalves; Matheus Alves Diniz; Rayson Laroca; David Menotti; William Robson Schwartz

Real-time Automatic License Plate Recognition Through Deep Multi-Task Networks Inproceedings

Conference on Graphic, Patterns and Images (SIBGRAPI), pp. 1-8, 2018.

Links | BibTeX | Tags: Automatic License Plate Recognition, Deep Learning, DeepEyes, GigaFrames, Multi-Task Learning, Sense-ALPR

Carlos Antonio Caetano Junior; Jefersson A dos Santos; William Robson Schwartz

Statistical Measures from Co-occurrence of Codewords for Action Recognition Inproceedings

VISAPP 2018 - International Conference on Computer Vision Theory and Applications, pp. 1-8, 2018.

Links | BibTeX | Tags: Action Recognition, Activity Recognition, DeepEyes, GigaFrames, Spatiotemporal Features

Artur Jordao; Ricardo Barbosa Kloss; William Robson Schwartz

Latent hypernet: Exploring all Layers from Convolutional Neural Networks Inproceedings

IEEE International Joint Conference on Neural Networks (IJCNN), pp. 1-7, 2018.

Links | BibTeX | Tags: Activity Recognition Based on Wearable Sensors, DeepEyes, GigaFrames, Partial Least Squares, Wearable Sensors

Rensso Victor Hugo Mora Colque; Carlos Antonio Caetano Junior; Victor Hugo Cunha de Melo; Guillermo Camara Chavez; William Robson Schwartz

Novel Anomalous Event Detection based on Human-object Interactions Inproceedings

VISAPP 2018 - International Conference on Computer Vision Theory and Applications, pp. 1-8, 2018.

Links | BibTeX | Tags: Anomalous Event Detection, Contextual Information, DeepEyes, GigaFrames, Human-Object Interaction

Igor Leonardo Oliveira Bastos; Victor Hugo Cunha de Melo; Gabriel Resende Gonçalves; William Robson Schwartz

MORA: A Generative Approach to Extract Spatiotemporal Information Applied to Gesture Recognition Inproceedings

15th International Conference on Advanced Video and Signal-based Surveillance (AVSS), pp. 1-6, 2018.

Links | BibTeX | Tags: Autoencoders, DeepEyes, Gesture Recognition, GigaFrames, Recurrent Models

Ricardo Barbosa Kloss; Artur Jordao; William Robson Schwartz

Boosted Projection An Ensemble of Transformation Models Inproceedings

22nd Iberoamerican Congress on Pattern Recognition (CIARP), pp. 331-338, 2018.

Links | BibTeX | Tags: Computer vision, DeepEyes, Dimensionality Reduction, Ensemble Partial Least Squares, GigaFrames, Machine Learning

Renan Oliveira Reis; Igor Henrique Dias; William Robson Schwartz

Neural network control for active cameras using master-slave setup Inproceedings

International Conference on Advanced Video and Signal-based Surveillance (AVSS), pp. 1-6, 2018.

Links | BibTeX | Tags: Active Camera, DeepEyes, GigaFrames, Neural network control for active cameras using master-slave setup, SMS

Antonio Carlos Nazare Junior; Filipe Oliveira de Costa; William Robson Schwartz

Content-Based Multi-Camera Video Alignment using Accelerometer Data Inproceedings

Advanced Video and Signal Based Surveillance (AVSS), 2018 15th IEEE International Conference on, pp. 1-6, 2018.

Links | BibTeX | Tags: Camera Synchronization, DeepEyes, GigaFrames, SensorCap, Sensors, SMS

Artur Jordao; Ricardo Kloss; Fernando Yamada; William Robson Schwartz

Pruning Deep Neural Networks using Partial Least Squares Journal Article

ArXiv e-prints, 2018.

Links | BibTeX | Tags: DeepEyes, GigaFrames, Neural Networks Optimization

2017

Igor Leonardo Oliveira Bastos; Larissa Rocha Soares; William Robson Schwartz

Pyramidal Zernike Over Time: A spatiotemporal feature descriptor based on Zernike Moments Inproceedings

Iberoamerican Congress on Pattern Recognition (CIARP 2017), pp. 77-85, 2017.

Links | BibTeX | Tags: Activity Recognition, DeepEyes, Feature Extraction, GigaFrames, Zernike Moments

Rensso Victor Hugo Mora Colque; Carlos Antonio Caetano Junior; Matheus Toledo Lustosa de Andrade; William Robson Schwartz

Histograms of Optical Flow Orientation and Magnitude and Entropy to Detect Anomalous Events in Videos Journal Article

IEEE Transactions on Circuits and Systems for Video Technology, 27 (3), pp. 673-682, 2017.

Links | BibTeX | Tags: Anomalous Event Detection, DeepEyes, Feature Extraction, GigaFrames

2016

Artur Jordao; Jessica Sena; William Robson Schwartz

A Late Fusion Approach to Combine Multiple Pedestrian Detectors Inproceedings

IAPR International Conference on Pattern Recognition (ICPR), pp. 1-6, 2016.

Links | BibTeX | Tags: DeepEyes, Featured Publication, GigaFrames, Pedestrian Detection

Gabriel Resende Gonçalves; David Menotti; William Robson Schwartz

License Plate Recognition based on Temporal Redundancy Inproceedings

IEEE International Conference on Intelligent Transportation Systems (ITSC), pp. 1-5, 2016.

Links | BibTeX | Tags: Automatic License Plate Recognition, DeepEyes, GigaFrames

Gabriel Resende Gonçalves; Sirlene Pio Gomes da Silva; David Menotti; William Robson Schwartz

Benchmark for License Plate Character Segmentation Journal Article

Journal of Electronic Imaging, 25 (5), pp. 1-5, 2016, ISBN: 1017-9909.

Links | BibTeX | Tags: Automatic License Plate Recognition, Benchmark, Character Segmentation, DeepEyes, Featured Publication, GigaFrames, Jaccard Coefficient, Novel Dataset, Sense SegPlate

Rafael Henrique Vareto; Filipe Oliveira de Costa; William Robson Schwartz

Face Identification in Large Galleries Inproceedings

Workshop on Face Processing Applications, pp. 1-4, 2016.

Links | BibTeX | Tags: DeepEyes, Face Identification, Face Recognition, GigaFrames, VER+

Raphael Felipe Carvalho de Prates; Marina Santos Oliveira; William Robson Schwartz

Kernel Partial Least Squares for Person Re-Identification Inproceedings

IEEE International Conference on Advanced Video and Signal-Based Surveillance (AVSS), 2016.

Abstract | Links | BibTeX | Tags: DeepEyes, Featured Publication, GigaFrames, HAR-HEALTH, Kernel Partial Least Squares, Kernel Partial Least Squares for Person Re-Identification, Person Re-Identification

Artur Jordao; William Robson Schwartz

Oblique Random Forest based on Partial Least Squares Applied to Pedestrian Detection Inproceedings

IEEE International Conference on Image Processing (ICIP), pp. 2931-2935, 2016.

Links | BibTeX | Tags: DeepEyes, Pedestrian Detection, VER+

Gabriel Resende Goncalves

License Plate Recognition based on Temporal Redundancy Masters Thesis

Federal University of Minas Gerais, 2016.

Abstract | Links | BibTeX | Tags: Automatic License Plate Recognition, DeepEyes, GigaFrames

Artur Jordao

The Good, the Fast and the Better Pedestrian Detector Masters Thesis

Federal University of Minas Gerais, 2016.

Abstract | Links | BibTeX | Tags: DeepEyes, DET, GigaFrames, Pedestrian Detection, VER+

Cristianne Rodrigues Santos Dutra

Técnicas Otimizadas para Reidentificaçâo de Pessoas Masters Thesis

Federal University of Minas Gerais, 2016.

Links | BibTeX | Tags: DeepEyes, GigaFrames, Person Re-Identification, VER+

2015

Cassio Elias Santos dos Junior

Partial Least Squares for Face Hashing Masters Thesis

Federal University of Minas Gerais, 2015.

Abstract | Links | BibTeX | Tags: DeepEyes, Face Identification, Face Recognition, GigaFrames, Indexing Structure, Local Sensitive Hashing, Partial Least Squares, VER+

D Menotti; G Chiachia; A Pinto; William Robson Schwartz; H Pedrini; Xavier A Falcao; A Rocha

Deep Representations for Iris, Face, and Fingerprint Spoofing Detection Journal Article

Information Forensics and Security, IEEE Transactions on, 10 (4), pp. 864-879, 2015, ISSN: 1556-6013.

Links | BibTeX | Tags: Deep Learning, DeepEyes, DET, SmartView, Spoofing Detection

A Pinto; William Robson Schwartz; H Pedrini; De Rezende A Rocha

Using Visual Rhythms for Detecting Video-Based Facial Spoof Attacks Journal Article

Information Forensics and Security, IEEE Transactions on, 10 (5), pp. 1025-1038, 2015, ISSN: 1556-6013.

Links | BibTeX | Tags: DeepEyes, Spoofing Detection